Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 24720 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.1 MiB |
| Average record size in memory | 216.0 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 7 |
Operation Setting 3 has constant value "100.0" | Constant |
Sensor Measure 1 has constant value "518.67" | Constant |
Sensor Measure 5 has constant value "14.62" | Constant |
Sensor Measure 16 has constant value "0.03" | Constant |
Sensor Measure 18 has constant value "2388" | Constant |
Sensor Measure 19 has constant value "100.0" | Constant |
Cycle is highly overall correlated with RUL | High correlation |
RUL is highly overall correlated with Cycle and 8 other fields | High correlation |
Sensor Measure 10 is highly overall correlated with Sensor Measure 12 and 8 other fields | High correlation |
Sensor Measure 11 is highly overall correlated with RUL and 6 other fields | High correlation |
Sensor Measure 12 is highly overall correlated with Sensor Measure 10 and 5 other fields | High correlation |
Sensor Measure 13 is highly overall correlated with RUL and 8 other fields | High correlation |
Sensor Measure 14 is highly overall correlated with Sensor Measure 10 and 3 other fields | High correlation |
Sensor Measure 15 is highly overall correlated with Sensor Measure 10 and 5 other fields | High correlation |
Sensor Measure 17 is highly overall correlated with RUL and 6 other fields | High correlation |
Sensor Measure 2 is highly overall correlated with RUL and 6 other fields | High correlation |
Sensor Measure 20 is highly overall correlated with Sensor Measure 10 and 4 other fields | High correlation |
Sensor Measure 21 is highly overall correlated with Sensor Measure 10 and 4 other fields | High correlation |
Sensor Measure 3 is highly overall correlated with RUL and 6 other fields | High correlation |
Sensor Measure 4 is highly overall correlated with RUL and 6 other fields | High correlation |
Sensor Measure 6 is highly overall correlated with Sensor Measure 15 | High correlation |
Sensor Measure 7 is highly overall correlated with Sensor Measure 10 and 5 other fields | High correlation |
Sensor Measure 8 is highly overall correlated with RUL and 8 other fields | High correlation |
Sensor Measure 9 is highly overall correlated with RUL and 4 other fields | High correlation |
Sensor Measure 10 is highly imbalanced (71.9%) | Imbalance |
Operation Setting 1 has 413 (1.7%) zeros | Zeros |
Operation Setting 2 has 2451 (9.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-06-01 18:41:59.464345 |
|---|---|
| Analysis finished | 2024-06-01 18:42:59.671630 |
| Duration | 1 minute and 0.21 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
UnitNumber
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.631877 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 23 |
| median | 47 |
| Q3 | 74 |
| 95-th percentile | 96 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 51 |
Descriptive statistics
| Standard deviation | 29.348985 |
|---|---|
| Coefficient of variation (CV) | 0.60349275 |
| Kurtosis | -1.2409105 |
| Mean | 48.631877 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0.097954005 |
| Sum | 1202180 |
| Variance | 861.36292 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 55 | 525 | 2.1% |
| 24 | 494 | 2.0% |
| 96 | 491 | 2.0% |
| 10 | 481 | 1.9% |
| 34 | 459 | 1.9% |
| 18 | 447 | 1.8% |
| 7 | 424 | 1.7% |
| 71 | 409 | 1.7% |
| 9 | 406 | 1.6% |
| 94 | 392 | 1.6% |
| Other values (90) | 20192 |
| Value | Count | Frequency (%) |
| 1 | 259 | |
| 2 | 253 | |
| 3 | 222 | |
| 4 | 272 | |
| 5 | 213 | |
| 6 | 278 | |
| 7 | 424 | |
| 8 | 267 | |
| 9 | 406 | |
| 10 | 481 |
| Value | Count | Frequency (%) |
| 100 | 152 | 0.6% |
| 99 | 145 | 0.6% |
| 98 | 307 | |
| 97 | 275 | |
| 96 | 491 | |
| 95 | 166 | 0.7% |
| 94 | 392 | |
| 93 | 171 | 0.7% |
| 92 | 158 | 0.6% |
| 91 | 156 | 0.6% |
Cycle
Real number (ℝ)
HIGH CORRELATION
| Distinct | 525 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.07706 |
| Minimum | 1 |
|---|---|
| Maximum | 525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 62 |
| median | 124 |
| Q3 | 191 |
| 95-th percentile | 333.05 |
| Maximum | 525 |
| Range | 524 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 98.846675 |
|---|---|
| Coefficient of variation (CV) | 0.71073312 |
| Kurtosis | 0.82037479 |
| Mean | 139.07706 |
| Median Absolute Deviation (MAD) | 64 |
| Skewness | 0.96779702 |
| Sum | 3437985 |
| Variance | 9770.6652 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 100 | 0.4% |
| 74 | 100 | 0.4% |
| 94 | 100 | 0.4% |
| 95 | 100 | 0.4% |
| 96 | 100 | 0.4% |
| 97 | 100 | 0.4% |
| 98 | 100 | 0.4% |
| 99 | 100 | 0.4% |
| 100 | 100 | 0.4% |
| 101 | 100 | 0.4% |
| Other values (515) | 23720 |
| Value | Count | Frequency (%) |
| 1 | 100 | |
| 2 | 100 | |
| 3 | 100 | |
| 4 | 100 | |
| 5 | 100 | |
| 6 | 100 | |
| 7 | 100 | |
| 8 | 100 | |
| 9 | 100 | |
| 10 | 100 |
| Value | Count | Frequency (%) |
| 525 | 1 | |
| 524 | 1 | |
| 523 | 1 | |
| 522 | 1 | |
| 521 | 1 | |
| 520 | 1 | |
| 519 | 1 | |
| 518 | 1 | |
| 517 | 1 | |
| 516 | 1 |
Operation Setting 1
Real number (ℝ)
ZEROS
| Distinct | 160 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.3741909 × 10-5 |
| Minimum | -0.0086 |
|---|---|
| Maximum | 0.0086 |
| Zeros | 413 |
| Zeros (%) | 1.7% |
| Negative | 12211 |
| Negative (%) | 49.4% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | -0.0086 |
|---|---|
| 5-th percentile | -0.0037 |
| Q1 | -0.0015 |
| median | -0 |
| Q3 | 0.0015 |
| 95-th percentile | 0.0036 |
| Maximum | 0.0086 |
| Range | 0.0172 |
| Interquartile range (IQR) | 0.003 |
Descriptive statistics
| Standard deviation | 0.0021935446 |
|---|---|
| Coefficient of variation (CV) | -92.391246 |
| Kurtosis | -0.0060308774 |
| Mean | -2.3741909 × 10-5 |
| Median Absolute Deviation (MAD) | 0.0015 |
| Skewness | -0.012890968 |
| Sum | -0.5869 |
| Variance | 4.8116378 × 10-6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.0002 | 469 | 1.9% |
| 0.0002 | 460 | 1.9% |
| 0.0001 | 458 | 1.9% |
| 0.0007 | 456 | 1.8% |
| -0.0009 | 456 | 1.8% |
| -0.0001 | 453 | 1.8% |
| 0.0005 | 453 | 1.8% |
| 0.0004 | 450 | 1.8% |
| 0.0003 | 449 | 1.8% |
| -0.0003 | 448 | 1.8% |
| Other values (150) | 20168 |
| Value | Count | Frequency (%) |
| -0.0086 | 1 | < 0.1% |
| -0.0085 | 1 | < 0.1% |
| -0.0082 | 2 | |
| -0.0079 | 1 | < 0.1% |
| -0.0078 | 2 | |
| -0.0075 | 2 | |
| -0.0074 | 1 | < 0.1% |
| -0.0073 | 3 | |
| -0.0072 | 3 | |
| -0.0071 | 2 |
| Value | Count | Frequency (%) |
| 0.0086 | 1 | < 0.1% |
| 0.008 | 2 | |
| 0.0078 | 1 | < 0.1% |
| 0.0077 | 1 | < 0.1% |
| 0.0076 | 1 | < 0.1% |
| 0.0074 | 2 | |
| 0.0073 | 1 | < 0.1% |
| 0.0072 | 4 | |
| 0.0071 | 2 | |
| 0.007 | 2 |
Operation Setting 2
Real number (ℝ)
ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0687702 × 10-6 |
| Minimum | -0.0006 |
|---|---|
| Maximum | 0.0007 |
| Zeros | 2451 |
| Zeros (%) | 9.9% |
| Negative | 11024 |
| Negative (%) | 44.6% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | -0.0006 |
|---|---|
| 5-th percentile | -0.0004 |
| Q1 | -0.0002 |
| median | -0 |
| Q3 | 0.0003 |
| 95-th percentile | 0.0005 |
| Maximum | 0.0007 |
| Range | 0.0013 |
| Interquartile range (IQR) | 0.0005 |
Descriptive statistics
| Standard deviation | 0.00029404289 |
|---|---|
| Coefficient of variation (CV) | 58.010696 |
| Kurtosis | -1.1377038 |
| Mean | 5.0687702 × 10-6 |
| Median Absolute Deviation (MAD) | 0.0003 |
| Skewness | 0.0096697015 |
| Sum | 0.1253 |
| Variance | 8.6461219 × 10-8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| -0.0002 | 2531 | |
| -0.0003 | 2506 | |
| 0.0004 | 2471 | |
| 0.0003 | 2465 | |
| 0.0002 | 2456 | |
| 0 | 2451 | |
| 0.0001 | 2442 | |
| -0.0004 | 2414 | |
| -0.0001 | 2398 | |
| 0.0005 | 1319 | |
| Other values (4) | 1267 |
| Value | Count | Frequency (%) |
| -0.0006 | 28 | 0.1% |
| -0.0005 | 1147 | |
| -0.0004 | 2414 | |
| -0.0003 | 2506 | |
| -0.0002 | 2531 | |
| -0.0001 | 2398 | |
| 0 | 2451 | |
| 0.0001 | 2442 | |
| 0.0002 | 2456 | |
| 0.0003 | 2465 |
| Value | Count | Frequency (%) |
| 0.0007 | 10 | < 0.1% |
| 0.0006 | 82 | 0.3% |
| 0.0005 | 1319 | |
| 0.0004 | 2471 | |
| 0.0003 | 2465 | |
| 0.0002 | 2456 | |
| 0.0001 | 2442 | |
| 0 | 2451 | |
| -0.0001 | 2398 | |
| -0.0002 | 2531 |
Operation Setting 3
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| 100.0 |
|---|
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 123600 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 100.0 |
|---|---|
| 2nd row | 100.0 |
| 3rd row | 100.0 |
| 4th row | 100.0 |
| 5th row | 100.0 |
Common Values
| Value | Count | Frequency (%) |
| 100.0 | 24720 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 100.0 | 24720 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 74160 | |
| 1 | 24720 | 20.0% |
| . | 24720 | 20.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 123600 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 74160 | |
| 1 | 24720 | 20.0% |
| . | 24720 | 20.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 123600 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 74160 | |
| 1 | 24720 | 20.0% |
| . | 24720 | 20.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 123600 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 74160 | |
| 1 | 24720 | 20.0% |
| . | 24720 | 20.0% |
Sensor Measure 1
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| 518.67 |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 148320 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 518.67 |
|---|---|
| 2nd row | 518.67 |
| 3rd row | 518.67 |
| 4th row | 518.67 |
| 5th row | 518.67 |
Common Values
| Value | Count | Frequency (%) |
| 518.67 | 24720 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 518.67 | 24720 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 24720 | |
| 1 | 24720 | |
| 8 | 24720 | |
| . | 24720 | |
| 6 | 24720 | |
| 7 | 24720 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 148320 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 24720 | |
| 1 | 24720 | |
| 8 | 24720 | |
| . | 24720 | |
| 6 | 24720 | |
| 7 | 24720 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 148320 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 24720 | |
| 1 | 24720 | |
| 8 | 24720 | |
| . | 24720 | |
| 6 | 24720 | |
| 7 | 24720 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 148320 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 24720 | |
| 1 | 24720 | |
| 8 | 24720 | |
| . | 24720 | |
| 6 | 24720 | |
| 7 | 24720 |
Sensor Measure 2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 334 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 642.45786 |
| Minimum | 640.84 |
|---|---|
| Maximum | 645.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 640.84 |
|---|---|
| 5-th percentile | 641.69 |
| Q1 | 642.08 |
| median | 642.4 |
| Q3 | 642.79 |
| 95-th percentile | 643.41 |
| Maximum | 645.11 |
| Range | 4.27 |
| Interquartile range (IQR) | 0.71 |
Descriptive statistics
| Standard deviation | 0.52303114 |
|---|---|
| Coefficient of variation (CV) | 0.00081410964 |
| Kurtosis | 0.026564495 |
| Mean | 642.45786 |
| Median Absolute Deviation (MAD) | 0.35 |
| Skewness | 0.44637839 |
| Sum | 15881558 |
| Variance | 0.27356157 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 642.27 | 226 | 0.9% |
| 642.24 | 220 | 0.9% |
| 642.37 | 215 | 0.9% |
| 642.15 | 213 | 0.9% |
| 642.19 | 212 | 0.9% |
| 642.2 | 210 | 0.8% |
| 642.39 | 205 | 0.8% |
| 642.22 | 204 | 0.8% |
| 642.36 | 202 | 0.8% |
| 642.09 | 199 | 0.8% |
| Other values (324) | 22614 |
| Value | Count | Frequency (%) |
| 640.84 | 1 | < 0.1% |
| 640.86 | 1 | < 0.1% |
| 640.9 | 1 | < 0.1% |
| 640.99 | 2 | |
| 641.03 | 1 | < 0.1% |
| 641.05 | 2 | |
| 641.06 | 1 | < 0.1% |
| 641.11 | 2 | |
| 641.12 | 3 | |
| 641.13 | 2 |
| Value | Count | Frequency (%) |
| 645.11 | 1 | < 0.1% |
| 644.71 | 1 | < 0.1% |
| 644.47 | 1 | < 0.1% |
| 644.45 | 3 | |
| 644.41 | 2 | |
| 644.4 | 2 | |
| 644.39 | 1 | < 0.1% |
| 644.37 | 1 | < 0.1% |
| 644.36 | 1 | < 0.1% |
| 644.34 | 1 | < 0.1% |
Sensor Measure 3
Real number (ℝ)
HIGH CORRELATION
| Distinct | 3358 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1588.0792 |
| Minimum | 1564.3 |
|---|---|
| Maximum | 1615.39 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 1564.3 |
|---|---|
| 5-th percentile | 1577.8195 |
| Q1 | 1583.28 |
| median | 1587.52 |
| Q3 | 1592.4125 |
| 95-th percentile | 1600.2405 |
| Maximum | 1615.39 |
| Range | 51.09 |
| Interquartile range (IQR) | 9.1325 |
Descriptive statistics
| Standard deviation | 6.8104181 |
|---|---|
| Coefficient of variation (CV) | 0.0042884625 |
| Kurtosis | -0.044067335 |
| Mean | 1588.0792 |
| Median Absolute Deviation (MAD) | 4.54 |
| Skewness | 0.34762841 |
| Sum | 39257317 |
| Variance | 46.381794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1585.56 | 27 | 0.1% |
| 1586.92 | 26 | 0.1% |
| 1587.02 | 25 | 0.1% |
| 1586.42 | 24 | 0.1% |
| 1585.93 | 24 | 0.1% |
| 1583.99 | 23 | 0.1% |
| 1586.28 | 23 | 0.1% |
| 1590.38 | 23 | 0.1% |
| 1590.22 | 23 | 0.1% |
| 1589.57 | 23 | 0.1% |
| Other values (3348) | 24479 |
| Value | Count | Frequency (%) |
| 1564.3 | 1 | |
| 1566.34 | 1 | |
| 1566.77 | 1 | |
| 1566.86 | 1 | |
| 1567.22 | 1 | |
| 1567.75 | 1 | |
| 1568.14 | 1 | |
| 1568.77 | 1 | |
| 1568.93 | 1 | |
| 1569.07 | 1 |
| Value | Count | Frequency (%) |
| 1615.39 | 2 | |
| 1615.01 | 1 | |
| 1613.83 | 1 | |
| 1612.73 | 1 | |
| 1612.52 | 1 | |
| 1612.36 | 1 | |
| 1612.3 | 1 | |
| 1612.28 | 1 | |
| 1612.24 | 1 | |
| 1611.91 | 1 |
Sensor Measure 4
Real number (ℝ)
HIGH CORRELATION
| Distinct | 4383 |
|---|---|
| Distinct (%) | 17.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1404.4712 |
| Minimum | 1377.06 |
|---|---|
| Maximum | 1441.16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 1377.06 |
|---|---|
| 5-th percentile | 1390.9695 |
| Q1 | 1397.1875 |
| median | 1402.91 |
| Q3 | 1410.6 |
| 95-th percentile | 1423.28 |
| Maximum | 1441.16 |
| Range | 64.1 |
| Interquartile range (IQR) | 13.4125 |
Descriptive statistics
| Standard deviation | 9.7731783 |
|---|---|
| Coefficient of variation (CV) | 0.0069586178 |
| Kurtosis | -0.11388759 |
| Mean | 1404.4712 |
| Median Absolute Deviation (MAD) | 6.49 |
| Skewness | 0.59652256 |
| Sum | 34718528 |
| Variance | 95.515015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1398.12 | 26 | 0.1% |
| 1398 | 21 | 0.1% |
| 1403.33 | 21 | 0.1% |
| 1400.6 | 20 | 0.1% |
| 1398.26 | 20 | 0.1% |
| 1399.55 | 20 | 0.1% |
| 1396.5 | 20 | 0.1% |
| 1396.33 | 20 | 0.1% |
| 1397.9 | 19 | 0.1% |
| 1395.28 | 19 | 0.1% |
| Other values (4373) | 24514 |
| Value | Count | Frequency (%) |
| 1377.06 | 1 | |
| 1378.37 | 1 | |
| 1380.3 | 1 | |
| 1380.31 | 1 | |
| 1380.43 | 1 | |
| 1380.46 | 1 | |
| 1380.56 | 1 | |
| 1380.85 | 1 | |
| 1381.45 | 1 | |
| 1381.6 | 1 |
| Value | Count | Frequency (%) |
| 1441.16 | 1 | |
| 1439.98 | 1 | |
| 1439.48 | 1 | |
| 1439.12 | 1 | |
| 1439.09 | 1 | |
| 1438.32 | 1 | |
| 1437.97 | 1 | |
| 1437.76 | 1 | |
| 1437.5 | 1 | |
| 1436.4 | 1 |
Sensor Measure 5
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| 14.62 |
|---|
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 123600 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 14.62 |
|---|---|
| 2nd row | 14.62 |
| 3rd row | 14.62 |
| 4th row | 14.62 |
| 5th row | 14.62 |
Common Values
| Value | Count | Frequency (%) |
| 14.62 | 24720 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 14.62 | 24720 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 24720 | |
| 4 | 24720 | |
| . | 24720 | |
| 6 | 24720 | |
| 2 | 24720 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 123600 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 24720 | |
| 4 | 24720 | |
| . | 24720 | |
| 6 | 24720 | |
| 2 | 24720 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 123600 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 24720 | |
| 4 | 24720 | |
| . | 24720 | |
| 6 | 24720 | |
| 2 | 24720 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 123600 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 24720 | |
| 4 | 24720 | |
| . | 24720 | |
| 6 | 24720 | |
| 2 | 24720 |
Sensor Measure 6
Real number (ℝ)
HIGH CORRELATION
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.595841 |
| Minimum | 21.45 |
|---|---|
| Maximum | 21.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 21.45 |
|---|---|
| 5-th percentile | 21.57 |
| Q1 | 21.58 |
| median | 21.6 |
| Q3 | 21.61 |
| 95-th percentile | 21.61 |
| Maximum | 21.61 |
| Range | 0.16 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 0.018116 |
|---|---|
| Coefficient of variation (CV) | 0.00083886523 |
| Kurtosis | 5.9194816 |
| Mean | 21.595841 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | -1.6809381 |
| Sum | 533849.19 |
| Variance | 0.00032818946 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 21.61 | 12186 | |
| 21.6 | 3306 | 13.4% |
| 21.58 | 3098 | 12.5% |
| 21.57 | 3082 | 12.5% |
| 21.59 | 2075 | 8.4% |
| 21.56 | 734 | 3.0% |
| 21.55 | 57 | 0.2% |
| 21.54 | 31 | 0.1% |
| 21.53 | 26 | 0.1% |
| 21.52 | 24 | 0.1% |
| Other values (7) | 101 | 0.4% |
| Value | Count | Frequency (%) |
| 21.45 | 9 | < 0.1% |
| 21.46 | 12 | < 0.1% |
| 21.47 | 14 | |
| 21.48 | 14 | |
| 21.49 | 16 | |
| 21.5 | 16 | |
| 21.51 | 20 | |
| 21.52 | 24 | |
| 21.53 | 26 | |
| 21.54 | 31 |
| Value | Count | Frequency (%) |
| 21.61 | 12186 | |
| 21.6 | 3306 | 13.4% |
| 21.59 | 2075 | 8.4% |
| 21.58 | 3098 | 12.5% |
| 21.57 | 3082 | 12.5% |
| 21.56 | 734 | 3.0% |
| 21.55 | 57 | 0.2% |
| 21.54 | 31 | 0.1% |
| 21.53 | 26 | 0.1% |
| 21.52 | 24 | 0.1% |
Sensor Measure 7
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1854 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 555.14381 |
| Minimum | 549.61 |
|---|---|
| Maximum | 570.49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 549.61 |
|---|---|
| 5-th percentile | 551.64 |
| Q1 | 553.11 |
| median | 554.05 |
| Q3 | 556.04 |
| 95-th percentile | 563.16 |
| Maximum | 570.49 |
| Range | 20.88 |
| Interquartile range (IQR) | 2.93 |
Descriptive statistics
| Standard deviation | 3.4373429 |
|---|---|
| Coefficient of variation (CV) | 0.0061918062 |
| Kurtosis | 3.312221 |
| Mean | 555.14381 |
| Median Absolute Deviation (MAD) | 1.21 |
| Skewness | 1.8040953 |
| Sum | 13723155 |
| Variance | 11.815326 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 553.91 | 88 | 0.4% |
| 553.6 | 85 | 0.3% |
| 553.65 | 82 | 0.3% |
| 553.9 | 82 | 0.3% |
| 553.58 | 80 | 0.3% |
| 553.45 | 78 | 0.3% |
| 553.72 | 78 | 0.3% |
| 553.48 | 77 | 0.3% |
| 553.83 | 77 | 0.3% |
| 553.97 | 75 | 0.3% |
| Other values (1844) | 23918 |
| Value | Count | Frequency (%) |
| 549.61 | 1 | |
| 549.66 | 1 | |
| 549.76 | 1 | |
| 549.77 | 2 | |
| 549.81 | 1 | |
| 549.83 | 2 | |
| 549.84 | 2 | |
| 549.85 | 1 | |
| 549.86 | 1 | |
| 549.87 | 1 |
| Value | Count | Frequency (%) |
| 570.49 | 1 | |
| 570.23 | 1 | |
| 570.22 | 1 | |
| 570 | 1 | |
| 569.77 | 1 | |
| 569.74 | 1 | |
| 569.73 | 1 | |
| 569.7 | 1 | |
| 569.69 | 1 | |
| 569.67 | 1 |
Sensor Measure 8
Real number (ℝ)
HIGH CORRELATION
| Distinct | 161 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2388.0716 |
| Minimum | 2386.9 |
|---|---|
| Maximum | 2388.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 2386.9 |
|---|---|
| 5-th percentile | 2387.91 |
| Q1 | 2388 |
| median | 2388.07 |
| Q3 | 2388.14 |
| 95-th percentile | 2388.32 |
| Maximum | 2388.6 |
| Range | 1.7 |
| Interquartile range (IQR) | 0.14 |
Descriptive statistics
| Standard deviation | 0.15828493 |
|---|---|
| Coefficient of variation (CV) | 6.6281485 × 10-5 |
| Kurtosis | 8.4313109 |
| Mean | 2388.0716 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | -1.3586264 |
| Sum | 59033129 |
| Variance | 0.025054119 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2388.04 | 1032 | 4.2% |
| 2388.07 | 1014 | 4.1% |
| 2388.05 | 1010 | 4.1% |
| 2388.02 | 981 | 4.0% |
| 2388.06 | 979 | 4.0% |
| 2388.09 | 970 | 3.9% |
| 2388.03 | 965 | 3.9% |
| 2388.08 | 960 | 3.9% |
| 2388.1 | 891 | 3.6% |
| 2388.01 | 881 | 3.6% |
| Other values (151) | 15037 |
| Value | Count | Frequency (%) |
| 2386.9 | 1 | < 0.1% |
| 2386.93 | 1 | < 0.1% |
| 2386.98 | 1 | < 0.1% |
| 2386.99 | 3 | |
| 2387 | 4 | |
| 2387.01 | 2 | |
| 2387.02 | 2 | |
| 2387.03 | 3 | |
| 2387.04 | 2 | |
| 2387.05 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2388.6 | 3 | < 0.1% |
| 2388.59 | 7 | < 0.1% |
| 2388.58 | 5 | < 0.1% |
| 2388.57 | 4 | < 0.1% |
| 2388.56 | 18 | |
| 2388.55 | 16 | |
| 2388.54 | 20 | |
| 2388.53 | 31 | |
| 2388.52 | 34 | |
| 2388.51 | 35 |
Sensor Measure 9
Real number (ℝ)
HIGH CORRELATION
| Distinct | 7114 |
|---|---|
| Distinct (%) | 28.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9064.1108 |
| Minimum | 9017.98 |
|---|---|
| Maximum | 9234.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 9017.98 |
|---|---|
| 5-th percentile | 9041.27 |
| Q1 | 9051.92 |
| median | 9060.01 |
| Q3 | 9070.0925 |
| 95-th percentile | 9105.8605 |
| Maximum | 9234.35 |
| Range | 216.37 |
| Interquartile range (IQR) | 18.1725 |
Descriptive statistics
| Standard deviation | 19.980294 |
|---|---|
| Coefficient of variation (CV) | 0.0022043303 |
| Kurtosis | 6.2906672 |
| Mean | 9064.1108 |
| Median Absolute Deviation (MAD) | 8.91 |
| Skewness | 1.9049369 |
| Sum | 2.2406482 × 108 |
| Variance | 399.21216 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9058.22 | 18 | 0.1% |
| 9050.22 | 18 | 0.1% |
| 9063.88 | 16 | 0.1% |
| 9055.15 | 16 | 0.1% |
| 9058.67 | 16 | 0.1% |
| 9051.89 | 15 | 0.1% |
| 9061.31 | 15 | 0.1% |
| 9057.2 | 15 | 0.1% |
| 9057.55 | 15 | 0.1% |
| 9058.04 | 15 | 0.1% |
| Other values (7104) | 24561 |
| Value | Count | Frequency (%) |
| 9017.98 | 1 | |
| 9018.74 | 1 | |
| 9020.61 | 1 | |
| 9021.05 | 1 | |
| 9021.93 | 1 | |
| 9023.7 | 1 | |
| 9023.94 | 1 | |
| 9024.2 | 1 | |
| 9024.36 | 1 | |
| 9024.45 | 1 |
| Value | Count | Frequency (%) |
| 9234.35 | 1 | |
| 9228.91 | 1 | |
| 9228.33 | 1 | |
| 9221.2 | 1 | |
| 9220.14 | 1 | |
| 9217.75 | 1 | |
| 9216.38 | 1 | |
| 9212.03 | 1 | |
| 9211.16 | 1 | |
| 9209.17 | 1 |
Sensor Measure 10
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 1.3 | |
|---|---|
| 1.31 | |
| 1.32 | 157 |
| 1.29 | 9 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.1175566 |
| Min length | 3 |
Characters and Unicode
| Total characters | 77066 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.3 |
|---|---|
| 2nd row | 1.3 |
| 3rd row | 1.3 |
| 4th row | 1.3 |
| 5th row | 1.3 |
Common Values
| Value | Count | Frequency (%) |
| 1.3 | 21814 | |
| 1.31 | 2740 | 11.1% |
| 1.32 | 157 | 0.6% |
| 1.29 | 9 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.3 | 21814 | |
| 1.31 | 2740 | 11.1% |
| 1.32 | 157 | 0.6% |
| 1.29 | 9 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 27460 | |
| . | 24720 | |
| 3 | 24711 | |
| 2 | 166 | 0.2% |
| 9 | 9 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 77066 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 27460 | |
| . | 24720 | |
| 3 | 24711 | |
| 2 | 166 | 0.2% |
| 9 | 9 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 77066 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 27460 | |
| . | 24720 | |
| 3 | 24711 | |
| 2 | 166 | 0.2% |
| 9 | 9 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 77066 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 27460 | |
| . | 24720 | |
| 3 | 24711 | |
| 2 | 166 | 0.2% |
| 9 | 9 | < 0.1% |
Sensor Measure 11
Real number (ℝ)
HIGH CORRELATION
| Distinct | 170 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.415707 |
| Minimum | 46.69 |
|---|---|
| Maximum | 48.44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 46.69 |
|---|---|
| 5-th percentile | 47.01 |
| Q1 | 47.19 |
| median | 47.36 |
| Q3 | 47.6 |
| 95-th percentile | 48 |
| Maximum | 48.44 |
| Range | 1.75 |
| Interquartile range (IQR) | 0.41 |
Descriptive statistics
| Standard deviation | 0.30007416 |
|---|---|
| Coefficient of variation (CV) | 0.0063285814 |
| Kurtosis | -0.13481323 |
| Mean | 47.415707 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.63348758 |
| Sum | 1172116.3 |
| Variance | 0.090044502 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 47.19 | 398 | 1.6% |
| 47.26 | 391 | 1.6% |
| 47.22 | 386 | 1.6% |
| 47.17 | 379 | 1.5% |
| 47.24 | 375 | 1.5% |
| 47.2 | 370 | 1.5% |
| 47.25 | 368 | 1.5% |
| 47.28 | 365 | 1.5% |
| 47.3 | 363 | 1.5% |
| 47.29 | 361 | 1.5% |
| Other values (160) | 20964 |
| Value | Count | Frequency (%) |
| 46.69 | 1 | < 0.1% |
| 46.71 | 2 | < 0.1% |
| 46.73 | 1 | < 0.1% |
| 46.75 | 1 | < 0.1% |
| 46.77 | 2 | < 0.1% |
| 46.78 | 6 | |
| 46.79 | 2 | < 0.1% |
| 46.8 | 7 | |
| 46.81 | 6 | |
| 46.82 | 6 |
| Value | Count | Frequency (%) |
| 48.44 | 2 | < 0.1% |
| 48.43 | 2 | < 0.1% |
| 48.41 | 1 | < 0.1% |
| 48.4 | 1 | < 0.1% |
| 48.39 | 1 | < 0.1% |
| 48.38 | 2 | < 0.1% |
| 48.37 | 3 | |
| 48.35 | 4 | |
| 48.34 | 2 | < 0.1% |
| 48.33 | 6 |
Sensor Measure 12
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1772 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 523.05087 |
| Minimum | 517.77 |
|---|---|
| Maximum | 537.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 517.77 |
|---|---|
| 5-th percentile | 519.9 |
| Q1 | 521.15 |
| median | 521.98 |
| Q3 | 523.84 |
| 95-th percentile | 530.71 |
| Maximum | 537.4 |
| Range | 19.63 |
| Interquartile range (IQR) | 2.69 |
Descriptive statistics
| Standard deviation | 3.255314 |
|---|---|
| Coefficient of variation (CV) | 0.0062237043 |
| Kurtosis | 3.5130826 |
| Mean | 523.05087 |
| Median Absolute Deviation (MAD) | 1.08 |
| Skewness | 1.8662278 |
| Sum | 12929818 |
| Variance | 10.597069 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 521.69 | 93 | 0.4% |
| 521.8 | 92 | 0.4% |
| 521.2 | 92 | 0.4% |
| 521.99 | 89 | 0.4% |
| 521.84 | 88 | 0.4% |
| 522.02 | 87 | 0.4% |
| 521.54 | 87 | 0.4% |
| 521.47 | 86 | 0.3% |
| 521.58 | 86 | 0.3% |
| 521.74 | 85 | 0.3% |
| Other values (1762) | 23835 |
| Value | Count | Frequency (%) |
| 517.77 | 1 | |
| 517.78 | 1 | |
| 517.97 | 1 | |
| 518.01 | 2 | |
| 518.03 | 1 | |
| 518.05 | 1 | |
| 518.08 | 1 | |
| 518.11 | 1 | |
| 518.12 | 1 | |
| 518.14 | 1 |
| Value | Count | Frequency (%) |
| 537.4 | 1 | < 0.1% |
| 537.35 | 1 | < 0.1% |
| 537.11 | 1 | < 0.1% |
| 536.82 | 3 | |
| 536.81 | 1 | < 0.1% |
| 536.75 | 1 | < 0.1% |
| 536.74 | 1 | < 0.1% |
| 536.72 | 1 | < 0.1% |
| 536.71 | 1 | < 0.1% |
| 536.7 | 1 | < 0.1% |
Sensor Measure 13
Real number (ℝ)
HIGH CORRELATION
| Distinct | 163 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2388.0716 |
| Minimum | 2386.93 |
|---|---|
| Maximum | 2388.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 2386.93 |
|---|---|
| 5-th percentile | 2387.91 |
| Q1 | 2388.01 |
| median | 2388.07 |
| Q3 | 2388.14 |
| 95-th percentile | 2388.32 |
| Maximum | 2388.61 |
| Range | 1.68 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.15812067 |
|---|---|
| Coefficient of variation (CV) | 6.6212699 × 10-5 |
| Kurtosis | 8.3813811 |
| Mean | 2388.0716 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | -1.3524134 |
| Sum | 59033131 |
| Variance | 0.025002146 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2388.05 | 1080 | 4.4% |
| 2388.04 | 1019 | 4.1% |
| 2388.06 | 1016 | 4.1% |
| 2388.07 | 1014 | 4.1% |
| 2388.03 | 997 | 4.0% |
| 2388.02 | 994 | 4.0% |
| 2388.1 | 957 | 3.9% |
| 2388.08 | 945 | 3.8% |
| 2388.09 | 943 | 3.8% |
| 2388.11 | 853 | 3.5% |
| Other values (153) | 14902 |
| Value | Count | Frequency (%) |
| 2386.93 | 1 | < 0.1% |
| 2386.94 | 1 | < 0.1% |
| 2387 | 3 | |
| 2387.01 | 1 | < 0.1% |
| 2387.02 | 4 | |
| 2387.03 | 2 | |
| 2387.04 | 3 | |
| 2387.05 | 2 | |
| 2387.06 | 1 | < 0.1% |
| 2387.07 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2388.61 | 1 | < 0.1% |
| 2388.6 | 2 | < 0.1% |
| 2388.59 | 4 | < 0.1% |
| 2388.58 | 2 | < 0.1% |
| 2388.57 | 7 | < 0.1% |
| 2388.56 | 12 | < 0.1% |
| 2388.55 | 17 | 0.1% |
| 2388.54 | 13 | 0.1% |
| 2388.53 | 45 | |
| 2388.52 | 37 |
Sensor Measure 14
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6320 |
|---|---|
| Distinct (%) | 25.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8144.2029 |
| Minimum | 8099.68 |
|---|---|
| Maximum | 8290.55 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 8099.68 |
|---|---|
| 5-th percentile | 8123.8795 |
| Q1 | 8134.51 |
| median | 8141.2 |
| Q3 | 8149.23 |
| 95-th percentile | 8177.97 |
| Maximum | 8290.55 |
| Range | 190.87 |
| Interquartile range (IQR) | 14.72 |
Descriptive statistics
| Standard deviation | 16.504118 |
|---|---|
| Coefficient of variation (CV) | 0.0020264866 |
| Kurtosis | 6.6924814 |
| Mean | 8144.2029 |
| Median Absolute Deviation (MAD) | 7.235 |
| Skewness | 1.8623365 |
| Sum | 2.013247 × 108 |
| Variance | 272.3859 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8142.44 | 20 | 0.1% |
| 8140.01 | 20 | 0.1% |
| 8138.89 | 19 | 0.1% |
| 8143.12 | 19 | 0.1% |
| 8139.98 | 18 | 0.1% |
| 8139.81 | 18 | 0.1% |
| 8141.06 | 18 | 0.1% |
| 8139.54 | 17 | 0.1% |
| 8143.61 | 17 | 0.1% |
| 8141.4 | 17 | 0.1% |
| Other values (6310) | 24537 |
| Value | Count | Frequency (%) |
| 8099.68 | 1 | |
| 8099.9 | 1 | |
| 8100.19 | 1 | |
| 8100.35 | 1 | |
| 8100.6 | 1 | |
| 8101.28 | 1 | |
| 8102.21 | 1 | |
| 8102.92 | 1 | |
| 8103.12 | 1 | |
| 8103.29 | 1 |
| Value | Count | Frequency (%) |
| 8290.55 | 1 | |
| 8278.39 | 1 | |
| 8277.76 | 1 | |
| 8276.38 | 1 | |
| 8273.46 | 1 | |
| 8272.95 | 1 | |
| 8272.42 | 1 | |
| 8269.89 | 1 | |
| 8268.86 | 1 | |
| 8268.62 | 1 |
Sensor Measure 15
Real number (ℝ)
HIGH CORRELATION
| Distinct | 3122 |
|---|---|
| Distinct (%) | 12.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3961758 |
| Minimum | 8.1563 |
|---|---|
| Maximum | 8.5705 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 8.1563 |
|---|---|
| 5-th percentile | 8.284895 |
| Q1 | 8.3606 |
| median | 8.3983 |
| Q3 | 8.437 |
| 95-th percentile | 8.492505 |
| Maximum | 8.5705 |
| Range | 0.4142 |
| Interquartile range (IQR) | 0.0764 |
Descriptive statistics
| Standard deviation | 0.060511614 |
|---|---|
| Coefficient of variation (CV) | 0.0072070446 |
| Kurtosis | 0.17546296 |
| Mean | 8.3961758 |
| Median Absolute Deviation (MAD) | 0.0382 |
| Skewness | -0.31446766 |
| Sum | 207553.47 |
| Variance | 0.0036616554 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.3774 | 31 | 0.1% |
| 8.3976 | 30 | 0.1% |
| 8.3865 | 29 | 0.1% |
| 8.3853 | 29 | 0.1% |
| 8.3856 | 27 | 0.1% |
| 8.4382 | 27 | 0.1% |
| 8.4334 | 27 | 0.1% |
| 8.3809 | 26 | 0.1% |
| 8.4139 | 26 | 0.1% |
| 8.3676 | 26 | 0.1% |
| Other values (3112) | 24442 |
| Value | Count | Frequency (%) |
| 8.1563 | 1 | |
| 8.1889 | 1 | |
| 8.1932 | 1 | |
| 8.1951 | 1 | |
| 8.1961 | 1 | |
| 8.1965 | 1 | |
| 8.1979 | 1 | |
| 8.1984 | 1 | |
| 8.1986 | 1 | |
| 8.1992 | 1 |
| Value | Count | Frequency (%) |
| 8.5705 | 1 | |
| 8.5699 | 1 | |
| 8.5684 | 1 | |
| 8.5676 | 1 | |
| 8.5669 | 1 | |
| 8.5663 | 1 | |
| 8.5641 | 1 | |
| 8.5638 | 1 | |
| 8.5637 | 1 | |
| 8.5635 | 1 |
Sensor Measure 16
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 0.03 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 98880 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.03 |
|---|---|
| 2nd row | 0.03 |
| 3rd row | 0.03 |
| 4th row | 0.03 |
| 5th row | 0.03 |
Common Values
| Value | Count | Frequency (%) |
| 0.03 | 24720 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.03 | 24720 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 49440 | |
| . | 24720 | |
| 3 | 24720 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 98880 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 49440 | |
| . | 24720 | |
| 3 | 24720 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 98880 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 49440 | |
| . | 24720 | |
| 3 | 24720 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 98880 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 49440 | |
| . | 24720 | |
| 3 | 24720 |
Sensor Measure 17
Real number (ℝ)
HIGH CORRELATION
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 392.56655 |
| Minimum | 388 |
|---|---|
| Maximum | 399 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 388 |
|---|---|
| 5-th percentile | 390 |
| Q1 | 391 |
| median | 392 |
| Q3 | 394 |
| 95-th percentile | 396 |
| Maximum | 399 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7614585 |
|---|---|
| Coefficient of variation (CV) | 0.0044870316 |
| Kurtosis | -0.074069216 |
| Mean | 392.56655 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.39849615 |
| Sum | 9704245 |
| Variance | 3.1027361 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 392 | 5854 | |
| 393 | 4919 | |
| 391 | 4491 | |
| 394 | 3306 | |
| 390 | 2086 | 8.4% |
| 395 | 1938 | 7.8% |
| 396 | 1088 | 4.4% |
| 389 | 495 | 2.0% |
| 397 | 413 | 1.7% |
| 398 | 79 | 0.3% |
| Other values (2) | 51 | 0.2% |
| Value | Count | Frequency (%) |
| 388 | 40 | 0.2% |
| 389 | 495 | 2.0% |
| 390 | 2086 | 8.4% |
| 391 | 4491 | |
| 392 | 5854 | |
| 393 | 4919 | |
| 394 | 3306 | |
| 395 | 1938 | 7.8% |
| 396 | 1088 | 4.4% |
| 397 | 413 | 1.7% |
| Value | Count | Frequency (%) |
| 399 | 11 | < 0.1% |
| 398 | 79 | 0.3% |
| 397 | 413 | 1.7% |
| 396 | 1088 | 4.4% |
| 395 | 1938 | 7.8% |
| 394 | 3306 | |
| 393 | 4919 | |
| 392 | 5854 | |
| 391 | 4491 | |
| 390 | 2086 | 8.4% |
Sensor Measure 18
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 2388 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 98880 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2388 |
|---|---|
| 2nd row | 2388 |
| 3rd row | 2388 |
| 4th row | 2388 |
| 5th row | 2388 |
Common Values
| Value | Count | Frequency (%) |
| 2388 | 24720 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2388 | 24720 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 49440 | |
| 2 | 24720 | |
| 3 | 24720 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 98880 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 8 | 49440 | |
| 2 | 24720 | |
| 3 | 24720 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 98880 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 8 | 49440 | |
| 2 | 24720 | |
| 3 | 24720 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 98880 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 8 | 49440 | |
| 2 | 24720 | |
| 3 | 24720 |
Sensor Measure 19
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| 100.0 |
|---|
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 123600 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 100.0 |
|---|---|
| 2nd row | 100.0 |
| 3rd row | 100.0 |
| 4th row | 100.0 |
| 5th row | 100.0 |
Common Values
| Value | Count | Frequency (%) |
| 100.0 | 24720 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 100.0 | 24720 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 74160 | |
| 1 | 24720 | 20.0% |
| . | 24720 | 20.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 123600 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 74160 | |
| 1 | 24720 | 20.0% |
| . | 24720 | 20.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 123600 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 74160 | |
| 1 | 24720 | 20.0% |
| . | 24720 | 20.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 123600 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 74160 | |
| 1 | 24720 | 20.0% |
| . | 24720 | 20.0% |
Sensor Measure 20
Real number (ℝ)
HIGH CORRELATION
| Distinct | 165 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.988552 |
| Minimum | 38.17 |
|---|---|
| Maximum | 39.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 38.17 |
|---|---|
| 5-th percentile | 38.57 |
| Q1 | 38.83 |
| median | 38.99 |
| Q3 | 39.14 |
| 95-th percentile | 39.42 |
| Maximum | 39.85 |
| Range | 1.68 |
| Interquartile range (IQR) | 0.31 |
Descriptive statistics
| Standard deviation | 0.24886469 |
|---|---|
| Coefficient of variation (CV) | 0.0063830197 |
| Kurtosis | 0.16073022 |
| Mean | 38.988552 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | 0.11532171 |
| Sum | 963797 |
| Variance | 0.061933636 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39.02 | 458 | 1.9% |
| 39.01 | 449 | 1.8% |
| 39.05 | 446 | 1.8% |
| 39.03 | 436 | 1.8% |
| 38.96 | 435 | 1.8% |
| 39.04 | 434 | 1.8% |
| 38.92 | 432 | 1.7% |
| 39 | 428 | 1.7% |
| 39.07 | 422 | 1.7% |
| 38.97 | 422 | 1.7% |
| Other values (155) | 20358 |
| Value | Count | Frequency (%) |
| 38.17 | 1 | < 0.1% |
| 38.2 | 5 | |
| 38.22 | 1 | < 0.1% |
| 38.23 | 3 | |
| 38.24 | 3 | |
| 38.25 | 4 | |
| 38.26 | 2 | < 0.1% |
| 38.27 | 3 | |
| 38.28 | 7 | |
| 38.29 | 3 |
| Value | Count | Frequency (%) |
| 39.85 | 1 | < 0.1% |
| 39.84 | 1 | < 0.1% |
| 39.82 | 2 | < 0.1% |
| 39.81 | 2 | < 0.1% |
| 39.8 | 2 | < 0.1% |
| 39.79 | 4 | |
| 39.78 | 5 | |
| 39.77 | 2 | < 0.1% |
| 39.76 | 8 | |
| 39.75 | 8 |
Sensor Measure 21
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6440 |
|---|---|
| Distinct (%) | 26.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.393024 |
| Minimum | 22.8726 |
|---|---|
| Maximum | 23.9505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 22.8726 |
|---|---|
| 5-th percentile | 23.147695 |
| Q1 | 23.2962 |
| median | 23.3916 |
| Q3 | 23.4833 |
| 95-th percentile | 23.656105 |
| Maximum | 23.9505 |
| Range | 1.0779 |
| Interquartile range (IQR) | 0.1871 |
Descriptive statistics
| Standard deviation | 0.14923379 |
|---|---|
| Coefficient of variation (CV) | 0.0063794141 |
| Kurtosis | 0.18039451 |
| Mean | 23.393024 |
| Median Absolute Deviation (MAD) | 0.0938 |
| Skewness | 0.16426911 |
| Sum | 578275.55 |
| Variance | 0.022270723 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.3923 | 18 | 0.1% |
| 23.3972 | 17 | 0.1% |
| 23.377 | 17 | 0.1% |
| 23.3995 | 16 | 0.1% |
| 23.448 | 16 | 0.1% |
| 23.4429 | 16 | 0.1% |
| 23.4567 | 16 | 0.1% |
| 23.4678 | 15 | 0.1% |
| 23.4119 | 15 | 0.1% |
| 23.3562 | 15 | 0.1% |
| Other values (6430) | 24559 |
| Value | Count | Frequency (%) |
| 22.8726 | 1 | |
| 22.8995 | 1 | |
| 22.9311 | 1 | |
| 22.9464 | 1 | |
| 22.9494 | 1 | |
| 22.95 | 1 | |
| 22.9502 | 1 | |
| 22.9537 | 1 | |
| 22.9538 | 1 | |
| 22.954 | 1 |
| Value | Count | Frequency (%) |
| 23.9505 | 1 | |
| 23.9159 | 1 | |
| 23.9154 | 1 | |
| 23.9075 | 1 | |
| 23.9022 | 1 | |
| 23.8974 | 1 | |
| 23.8971 | 1 | |
| 23.894 | 1 | |
| 23.8881 | 2 | |
| 23.8879 | 1 |
RUL
Real number (ℝ)
HIGH CORRELATION
| Distinct | 525 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.07706 |
| Minimum | 1 |
|---|---|
| Maximum | 525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 62 |
| median | 124 |
| Q3 | 191 |
| 95-th percentile | 333.05 |
| Maximum | 525 |
| Range | 524 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 98.846675 |
|---|---|
| Coefficient of variation (CV) | 0.71073312 |
| Kurtosis | 0.82037479 |
| Mean | 139.07706 |
| Median Absolute Deviation (MAD) | 64 |
| Skewness | 0.96779702 |
| Sum | 3437985 |
| Variance | 9770.6652 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 126 | 100 | 0.4% |
| 130 | 100 | 0.4% |
| 96 | 100 | 0.4% |
| 95 | 100 | 0.4% |
| 94 | 100 | 0.4% |
| 93 | 100 | 0.4% |
| 92 | 100 | 0.4% |
| 91 | 100 | 0.4% |
| 90 | 100 | 0.4% |
| 89 | 100 | 0.4% |
| Other values (515) | 23720 |
| Value | Count | Frequency (%) |
| 1 | 100 | |
| 2 | 100 | |
| 3 | 100 | |
| 4 | 100 | |
| 5 | 100 | |
| 6 | 100 | |
| 7 | 100 | |
| 8 | 100 | |
| 9 | 100 | |
| 10 | 100 |
| Value | Count | Frequency (%) |
| 525 | 1 | |
| 524 | 1 | |
| 523 | 1 | |
| 522 | 1 | |
| 521 | 1 | |
| 520 | 1 | |
| 519 | 1 | |
| 518 | 1 | |
| 517 | 1 | |
| 516 | 1 |
| Cycle | Operation Setting 1 | Operation Setting 2 | RUL | Sensor Measure 10 | Sensor Measure 11 | Sensor Measure 12 | Sensor Measure 13 | Sensor Measure 14 | Sensor Measure 15 | Sensor Measure 17 | Sensor Measure 2 | Sensor Measure 20 | Sensor Measure 21 | Sensor Measure 3 | Sensor Measure 4 | Sensor Measure 6 | Sensor Measure 7 | Sensor Measure 8 | Sensor Measure 9 | UnitNumber | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cycle | 1.000 | -0.006 | 0.003 | -0.579 | 0.339 | 0.392 | 0.273 | 0.448 | 0.464 | -0.293 | 0.382 | 0.311 | 0.221 | 0.226 | 0.368 | 0.360 | -0.301 | 0.273 | 0.448 | 0.485 | -0.075 |
| Operation Setting 1 | -0.006 | 1.000 | 0.000 | 0.002 | 0.000 | -0.007 | -0.006 | 0.000 | -0.009 | 0.005 | 0.001 | -0.003 | -0.007 | -0.001 | -0.004 | -0.002 | -0.001 | -0.002 | 0.000 | -0.008 | -0.004 |
| Operation Setting 2 | 0.003 | 0.000 | 1.000 | -0.002 | 0.013 | 0.000 | -0.004 | -0.008 | 0.007 | 0.005 | 0.002 | 0.005 | -0.003 | -0.005 | 0.004 | 0.003 | 0.001 | -0.008 | -0.004 | 0.002 | -0.015 |
| RUL | -0.579 | 0.002 | -0.002 | 1.000 | 0.284 | -0.758 | -0.091 | -0.740 | -0.490 | -0.090 | -0.700 | -0.648 | 0.087 | 0.088 | -0.673 | -0.725 | -0.253 | -0.079 | -0.739 | -0.589 | -0.075 |
| Sensor Measure 10 | 0.339 | 0.000 | 0.013 | 0.284 | 1.000 | 0.381 | 0.556 | 0.519 | 0.510 | -0.538 | 0.358 | 0.271 | 0.526 | 0.528 | 0.346 | 0.332 | -0.223 | 0.556 | 0.519 | 0.507 | 0.031 |
| Sensor Measure 11 | 0.392 | -0.007 | 0.000 | -0.758 | 0.381 | 1.000 | -0.015 | 0.817 | 0.356 | 0.246 | 0.759 | 0.737 | -0.211 | -0.217 | 0.718 | 0.825 | 0.435 | -0.030 | 0.818 | 0.489 | 0.031 |
| Sensor Measure 12 | 0.273 | -0.006 | -0.004 | -0.091 | 0.556 | -0.015 | 1.000 | 0.249 | 0.576 | -0.797 | 0.027 | -0.090 | 0.809 | 0.810 | 0.031 | -0.072 | -0.262 | 0.950 | 0.247 | 0.494 | 0.108 |
| Sensor Measure 13 | 0.448 | 0.000 | -0.008 | -0.740 | 0.519 | 0.817 | 0.249 | 1.000 | 0.424 | 0.003 | 0.737 | 0.678 | 0.036 | 0.033 | 0.702 | 0.764 | 0.345 | 0.235 | 0.905 | 0.538 | 0.046 |
| Sensor Measure 14 | 0.464 | -0.009 | 0.007 | -0.490 | 0.510 | 0.356 | 0.576 | 0.424 | 1.000 | -0.373 | 0.366 | 0.267 | 0.390 | 0.392 | 0.358 | 0.314 | 0.041 | 0.563 | 0.426 | 0.892 | 0.079 |
| Sensor Measure 15 | -0.293 | 0.005 | 0.005 | -0.090 | -0.538 | 0.246 | -0.797 | 0.003 | -0.373 | 1.000 | 0.183 | 0.280 | -0.824 | -0.827 | 0.167 | 0.289 | 0.597 | -0.804 | 0.004 | -0.261 | -0.042 |
| Sensor Measure 17 | 0.382 | 0.001 | 0.002 | -0.700 | 0.358 | 0.759 | 0.027 | 0.737 | 0.366 | 0.183 | 1.000 | 0.651 | -0.150 | -0.157 | 0.653 | 0.723 | 0.377 | 0.013 | 0.738 | 0.481 | 0.026 |
| Sensor Measure 2 | 0.311 | -0.003 | 0.005 | -0.648 | 0.271 | 0.737 | -0.090 | 0.678 | 0.267 | 0.280 | 0.651 | 1.000 | -0.252 | -0.255 | 0.620 | 0.714 | 0.405 | -0.103 | 0.680 | 0.388 | 0.021 |
| Sensor Measure 20 | 0.221 | -0.007 | -0.003 | 0.087 | 0.526 | -0.211 | 0.809 | 0.036 | 0.390 | -0.824 | -0.150 | -0.252 | 1.000 | 0.811 | -0.137 | -0.257 | -0.470 | 0.815 | 0.033 | 0.287 | 0.056 |
| Sensor Measure 21 | 0.226 | -0.001 | -0.005 | 0.088 | 0.528 | -0.217 | 0.810 | 0.033 | 0.392 | -0.827 | -0.157 | -0.255 | 0.811 | 1.000 | -0.145 | -0.260 | -0.474 | 0.813 | 0.030 | 0.287 | 0.054 |
| Sensor Measure 3 | 0.368 | -0.004 | 0.004 | -0.673 | 0.346 | 0.718 | 0.031 | 0.702 | 0.358 | 0.167 | 0.653 | 0.620 | -0.137 | -0.145 | 1.000 | 0.689 | 0.358 | 0.017 | 0.705 | 0.461 | 0.024 |
| Sensor Measure 4 | 0.360 | -0.002 | 0.003 | -0.725 | 0.332 | 0.825 | -0.072 | 0.764 | 0.314 | 0.289 | 0.723 | 0.714 | -0.257 | -0.260 | 0.689 | 1.000 | 0.435 | -0.087 | 0.764 | 0.446 | 0.029 |
| Sensor Measure 6 | -0.301 | -0.001 | 0.001 | -0.253 | -0.223 | 0.435 | -0.262 | 0.345 | 0.041 | 0.597 | 0.377 | 0.405 | -0.470 | -0.474 | 0.358 | 0.435 | 1.000 | -0.282 | 0.346 | 0.144 | 0.023 |
| Sensor Measure 7 | 0.273 | -0.002 | -0.008 | -0.079 | 0.556 | -0.030 | 0.950 | 0.235 | 0.563 | -0.804 | 0.013 | -0.103 | 0.815 | 0.813 | 0.017 | -0.087 | -0.282 | 1.000 | 0.233 | 0.479 | 0.104 |
| Sensor Measure 8 | 0.448 | 0.000 | -0.004 | -0.739 | 0.519 | 0.818 | 0.247 | 0.905 | 0.426 | 0.004 | 0.738 | 0.680 | 0.033 | 0.030 | 0.705 | 0.764 | 0.346 | 0.233 | 1.000 | 0.539 | 0.047 |
| Sensor Measure 9 | 0.485 | -0.008 | 0.002 | -0.589 | 0.507 | 0.489 | 0.494 | 0.538 | 0.892 | -0.261 | 0.481 | 0.388 | 0.287 | 0.287 | 0.461 | 0.446 | 0.144 | 0.479 | 0.539 | 1.000 | 0.077 |
| UnitNumber | -0.075 | -0.004 | -0.015 | -0.075 | 0.031 | 0.031 | 0.108 | 0.046 | 0.079 | -0.042 | 0.026 | 0.021 | 0.056 | 0.054 | 0.024 | 0.029 | 0.023 | 0.104 | 0.047 | 0.077 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| UnitNumber | Cycle | Operation Setting 1 | Operation Setting 2 | Operation Setting 3 | Sensor Measure 1 | Sensor Measure 2 | Sensor Measure 3 | Sensor Measure 4 | Sensor Measure 5 | Sensor Measure 6 | Sensor Measure 7 | Sensor Measure 8 | Sensor Measure 9 | Sensor Measure 10 | Sensor Measure 11 | Sensor Measure 12 | Sensor Measure 13 | Sensor Measure 14 | Sensor Measure 15 | Sensor Measure 16 | Sensor Measure 17 | Sensor Measure 18 | Sensor Measure 19 | Sensor Measure 20 | Sensor Measure 21 | RUL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | -0.0005 | 0.0004 | 100.0 | 518.67 | 642.36 | 1583.23 | 1396.84 | 14.62 | 21.61 | 553.97 | 2387.96 | 9062.17 | 1.3 | 47.30 | 522.31 | 2388.01 | 8145.32 | 8.4246 | 0.03 | 391 | 2388 | 100.0 | 39.11 | 23.3537 | 259 |
| 1 | 1 | 2 | 0.0008 | -0.0003 | 100.0 | 518.67 | 642.50 | 1584.69 | 1396.89 | 14.62 | 21.61 | 554.55 | 2388.00 | 9061.78 | 1.3 | 47.23 | 522.42 | 2388.03 | 8152.85 | 8.4403 | 0.03 | 392 | 2388 | 100.0 | 38.99 | 23.4491 | 258 |
| 2 | 1 | 3 | -0.0014 | -0.0002 | 100.0 | 518.67 | 642.18 | 1582.35 | 1405.61 | 14.62 | 21.61 | 554.43 | 2388.03 | 9070.23 | 1.3 | 47.22 | 522.03 | 2388.00 | 8150.17 | 8.3901 | 0.03 | 391 | 2388 | 100.0 | 38.85 | 23.3669 | 257 |
| 3 | 1 | 4 | -0.0020 | 0.0001 | 100.0 | 518.67 | 642.92 | 1585.61 | 1392.27 | 14.62 | 21.61 | 555.21 | 2388.00 | 9064.57 | 1.3 | 47.24 | 522.49 | 2388.08 | 8146.56 | 8.3878 | 0.03 | 392 | 2388 | 100.0 | 38.96 | 23.2951 | 256 |
| 4 | 1 | 5 | 0.0016 | 0.0000 | 100.0 | 518.67 | 641.68 | 1588.63 | 1397.65 | 14.62 | 21.61 | 554.74 | 2388.04 | 9076.14 | 1.3 | 47.15 | 522.58 | 2388.03 | 8147.80 | 8.3869 | 0.03 | 392 | 2388 | 100.0 | 39.14 | 23.4583 | 255 |
| 5 | 1 | 6 | 0.0011 | -0.0005 | 100.0 | 518.67 | 642.24 | 1584.09 | 1400.01 | 14.62 | 21.61 | 554.75 | 2388.00 | 9074.98 | 1.3 | 47.07 | 522.42 | 2388.02 | 8144.92 | 8.4152 | 0.03 | 393 | 2388 | 100.0 | 38.92 | 23.4281 | 254 |
| 6 | 1 | 7 | -0.0038 | 0.0002 | 100.0 | 518.67 | 642.58 | 1585.61 | 1401.09 | 14.62 | 21.61 | 554.58 | 2388.04 | 9074.65 | 1.3 | 47.38 | 522.46 | 2388.02 | 8147.05 | 8.3842 | 0.03 | 391 | 2388 | 100.0 | 38.84 | 23.4087 | 253 |
| 7 | 1 | 8 | -0.0007 | -0.0005 | 100.0 | 518.67 | 642.32 | 1588.32 | 1397.08 | 14.62 | 21.60 | 554.85 | 2388.06 | 9063.54 | 1.3 | 47.31 | 522.10 | 2387.97 | 8157.34 | 8.4190 | 0.03 | 391 | 2388 | 100.0 | 39.05 | 23.4590 | 252 |
| 8 | 1 | 9 | -0.0026 | 0.0000 | 100.0 | 518.67 | 641.64 | 1587.81 | 1406.51 | 14.62 | 21.61 | 554.13 | 2388.04 | 9067.20 | 1.3 | 47.31 | 521.83 | 2388.01 | 8147.20 | 8.4091 | 0.03 | 392 | 2388 | 100.0 | 38.99 | 23.4693 | 251 |
| 9 | 1 | 10 | 0.0019 | -0.0002 | 100.0 | 518.67 | 642.42 | 1587.39 | 1402.25 | 14.62 | 21.61 | 554.78 | 2387.99 | 9070.04 | 1.3 | 47.35 | 521.96 | 2387.99 | 8152.86 | 8.3987 | 0.03 | 391 | 2388 | 100.0 | 38.94 | 23.4781 | 250 |
| UnitNumber | Cycle | Operation Setting 1 | Operation Setting 2 | Operation Setting 3 | Sensor Measure 1 | Sensor Measure 2 | Sensor Measure 3 | Sensor Measure 4 | Sensor Measure 5 | Sensor Measure 6 | Sensor Measure 7 | Sensor Measure 8 | Sensor Measure 9 | Sensor Measure 10 | Sensor Measure 11 | Sensor Measure 12 | Sensor Measure 13 | Sensor Measure 14 | Sensor Measure 15 | Sensor Measure 16 | Sensor Measure 17 | Sensor Measure 18 | Sensor Measure 19 | Sensor Measure 20 | Sensor Measure 21 | RUL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24710 | 100 | 143 | -0.0007 | 0.0000 | 100.0 | 518.67 | 643.92 | 1602.91 | 1420.51 | 14.62 | 21.61 | 551.54 | 2388.25 | 9059.28 | 1.3 | 48.12 | 519.82 | 2388.20 | 8136.62 | 8.5256 | 0.03 | 397 | 2388 | 100.0 | 38.61 | 23.1412 | 10 |
| 24711 | 100 | 144 | 0.0020 | -0.0003 | 100.0 | 518.67 | 643.83 | 1599.11 | 1428.21 | 14.62 | 21.61 | 551.33 | 2388.24 | 9062.80 | 1.3 | 48.29 | 519.76 | 2388.21 | 8137.62 | 8.5069 | 0.03 | 394 | 2388 | 100.0 | 38.43 | 23.1391 | 9 |
| 24712 | 100 | 145 | 0.0004 | -0.0004 | 100.0 | 518.67 | 643.79 | 1607.83 | 1423.08 | 14.62 | 21.61 | 551.59 | 2388.25 | 9063.20 | 1.3 | 48.06 | 520.01 | 2388.21 | 8139.69 | 8.5205 | 0.03 | 397 | 2388 | 100.0 | 38.37 | 23.1860 | 8 |
| 24713 | 100 | 146 | 0.0016 | 0.0000 | 100.0 | 518.67 | 643.44 | 1601.60 | 1420.25 | 14.62 | 21.61 | 551.65 | 2388.23 | 9067.49 | 1.3 | 48.21 | 520.00 | 2388.28 | 8140.93 | 8.4939 | 0.03 | 396 | 2388 | 100.0 | 38.41 | 23.1246 | 7 |
| 24714 | 100 | 147 | 0.0004 | 0.0001 | 100.0 | 518.67 | 643.62 | 1601.51 | 1424.82 | 14.62 | 21.61 | 551.62 | 2388.27 | 9057.21 | 1.3 | 48.11 | 519.82 | 2388.24 | 8139.61 | 8.5379 | 0.03 | 395 | 2388 | 100.0 | 38.59 | 23.0528 | 6 |
| 24715 | 100 | 148 | -0.0016 | -0.0003 | 100.0 | 518.67 | 643.78 | 1596.01 | 1424.11 | 14.62 | 21.61 | 551.86 | 2388.25 | 9070.82 | 1.3 | 48.27 | 519.66 | 2388.30 | 8138.08 | 8.5036 | 0.03 | 394 | 2388 | 100.0 | 38.44 | 22.9631 | 5 |
| 24716 | 100 | 149 | 0.0034 | -0.0003 | 100.0 | 518.67 | 643.29 | 1596.38 | 1429.14 | 14.62 | 21.61 | 551.86 | 2388.23 | 9064.60 | 1.3 | 48.13 | 519.91 | 2388.28 | 8144.36 | 8.5174 | 0.03 | 395 | 2388 | 100.0 | 38.50 | 22.9746 | 4 |
| 24717 | 100 | 150 | -0.0016 | 0.0004 | 100.0 | 518.67 | 643.84 | 1604.53 | 1431.41 | 14.62 | 21.61 | 551.30 | 2388.25 | 9063.45 | 1.3 | 48.18 | 519.44 | 2388.24 | 8135.95 | 8.5223 | 0.03 | 396 | 2388 | 100.0 | 38.39 | 23.0682 | 3 |
| 24718 | 100 | 151 | -0.0023 | 0.0004 | 100.0 | 518.67 | 643.94 | 1597.56 | 1426.57 | 14.62 | 21.61 | 550.69 | 2388.26 | 9062.22 | 1.3 | 48.05 | 520.01 | 2388.26 | 8141.24 | 8.5148 | 0.03 | 395 | 2388 | 100.0 | 38.31 | 23.0753 | 2 |
| 24719 | 100 | 152 | 0.0000 | 0.0003 | 100.0 | 518.67 | 643.64 | 1599.04 | 1436.06 | 14.62 | 21.61 | 550.96 | 2388.26 | 9066.52 | 1.3 | 48.12 | 519.48 | 2388.24 | 8136.98 | 8.5150 | 0.03 | 396 | 2388 | 100.0 | 38.56 | 23.0847 | 1 |